{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User's Guide, Chapter 8: Installing MusicXML Readers and File Formats (1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Music21 can import and export a bunch of different musical data formats. \n",
    "\n",
    "Pieces in many of these formats are distributed with music21 as part of the corpus module (see\n",
    ":ref:`moduleCorpus`); look at :ref:`referenceCorpus` to see them all.\n",
    "\n",
    "In general, to load a file from disk, call \n",
    ":func:`music21.converter.parse`, which can handle importing all supported formats. (For\n",
    "complete documentation on file and data formats, see :ref:`moduleConverter`.) If you want to convert a file from the corpus just use :func:`music21.corpus.parse`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 725,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from music21 import *\n",
    "b = corpus.parse('bach/bwv66.6')\n",
    "b = b.measures(0, 5) #_DOCS_HIDE\n",
    "b.show() # I've altered this so it's much shorter than it should be..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, so say you're having some problems seeing things.  The first things to ask are:\n",
    "\n",
    "* Do you have Finale, Sibelius, or MuseScore? Even the free version of Finale Notepad will work.\n",
    "* Will you got to http://www.finalemusic.com/products/finale-notepad/ or https://musescore.org and get a Free copy?\n",
    "\n",
    "Once you have one of these three installed, we can move on.  (It *is* possible to use `music21` with Lilypond alone, but that's much harder to get configured properly, so please try this first)\n",
    "\n",
    "Run this command (after the `from music21 import *`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_DOCS_SHOW configure.run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can say \"no\" to everything that is \"Yes/No\", but make sure that it is finding your copy of MuseScore, Finale, or Sibelius. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parsing Files in General"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can parse a file on your hard drive by calling :func:`music21.converter.parse`.  This returns a :class:`~music21.stream.Score` usually, though sometimes :class:`~music21.stream.Part` (for a format that only handles single parts) or :class:`~music21.stream.Opus` (for multiple scores bound together) comes back instead.  You won't do much with that unless you assign it to a variable, such as `c`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_DOCS_SHOW c = converter.parse('/Users/cuthbert/Desktop/myXML.xml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you're on a PC, one of the things to notice is that you can use forward slashes, as in:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_DOCS_SHOW c = converter.parse('C:/Users/cuthbert/Desktop/myXML.xml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or you can use backslashes, as long as you put an `r` before the quote before the file name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_DOCS_SHOW c = converter.parse(r'C:\\Users\\cuthbert\\Desktop\\myXML.xml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you're in the directory of the file, you can just use the local filename (for instance if you start in `/Users/cuthbert/` you could just use `'Desktop/myXML.xml'`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the file you want is on the web, we can give a URL to the :func:`music21.converter.parse`\n",
    "function that points to the desired file. Assuming proper system configuration\n",
    "(which we will get to further in :ref:`Chapter 24 <usersGuide_24_environment>`), the file will be downloaded and parsed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PZVTPj6xN6Abz3CXtMJRnHez9Kl1nHGtYizXq+9VcbG6isufmeQxuoA5py/2q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\n7Uedy18iv0+IL2iQYDeMqarOQK9vFvYE6wEcEyD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Kl8Lvpgybc21K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Xqu1jMVWxH38i6OPQ8LsSKGB0kcIctod0ltY3S61UmNJDZbxn6sKv+BeeSf\nmHM9SkVS4X0X8HbMW/ASLHbndZgY/0LgTcRLEnZym7+F4zgdB/wS84L/d0ws74Zl2DK99cB/DrFP\n0v9RkegmgdNWLPb3D1Kui4jGs10cU+U+K0PbdnRxTBnaVWW6SUhU5T6rctuEEEKIJHSTp0LP1XrG\nYcm2T+jy+FFY7Fwh2lFGu0vDNianV51CUMZ+rDIzGj5FBNIKo7IS+GAK5zlriO83YjF4wWYAf00t\n7upCzFM+boyx71K9m1InNmAJJaJyI7aqoS+T2ogoPMHQ4ZdaUbY+28PQq1waKUvbNhHvQVSWdlWZ\nrViyu56I+5etz3ZhMUCjULa2CSGEED6JG79Wz9VmLiVZmL9BFG5iONJPdP2qrHaXhm1sTKkuWbGX\n6N7vZe1HIeookjf3KIZOQvJv2I0W4HSak52dTPukEAcAb8G85J8TfBdVdN8Tcb8y4FYf9HXYbwXw\nKmwyo9O+Ilvc9fdgh/3K2mdXAGs77FO2tu3BBj1Va1eV6Qe2U90++yLVbZsQQgjhE7dK7tEO++m5\n2prjsXxqSVgFDKRQF1Eubqba49m0bKO/41758lOq3Y9FZCGW++si4D3ABcDcXGs0zChS4tDXYQJ5\nIwNYzHXHUGEc2oV3uIV4nt5g3gxfovOgqowsxzIBL8cSXAxiXrprgT8A6/KrmhiCY7H+qlqfrQeO\nwEJTValt+6hmu6rMANXtswepbtuEEEKIPHg95rWp52o8LkrhHN9M4RyifGwGXkB1x7PDxTYeR+8l\nPpgEvBt4Iya8N7IP+Dlwt89KDVeKIrz3MHQS1u9T7+37a2wmb3Hou28DT7c5fxzRfRtwflBOt0kS\ni84AFjvs2rwrIiJT5T6ratuq2q4qU+U+q3LbhBBCCN8MoudqXGZjsZqT0Ec5xEWRDVUdz47APJKT\n0Ed5bKOq/VgULgY+hYnvQ9GDRRw5NaM6nIiFFVqZ0flLRVGE99cDR7X4fi/wyYbvdmOhZd4LHAr8\nkXqP+LgMANdgRn8JFi/umgTnE0IIIYQQQgghRI0/w/K1dUs/cCGK7y6qxwJgeoLjZRsCTGi/HHh5\njGP2T7kOU4B7sVUNA8CBwFMpl1E6iiC8jwU+PcTfvgDc1+L7LcDHE5a7BosdfwWWdHQhJrwLIYQQ\nQgghhBAiPaImsW9FPxaa9vqU6iJEkUiSe1G2IcAmNa8BTujy+KgJbxuZDLwWeFvw+1hMdAdbyTER\nCe+FEN7/LzC/xff3AX+XUhlPYTOI67ELYSqWVODqlM4vhBBCCCGEEEKIdNkKvAlLyiiEqCHbEADj\nsAgexyU4x2Mx938B8FbMu350gnKHBXkL788DPtji+93AG2ifMDUOy4GDsFnA32OhaoQQQgghhBBC\nCOGPXcCYiPveiOkCfZnVRojisJfonseyDeG4lGSi+yDwuwj7LQfmBD9/OEF5w46hlntdhAXjz5Je\nbNlBq2U1z2LiexZMxCYctmE3NscILCbSIJYxu4ocgN3Inyb7xLFjsZm3Z4A9GZe1H9avO0lvsqYd\nU7ElXVs9lOWuVx99Ng7rt0bbyIKR2PXoq8984vpsk4eyxmMvLluxazJLRmEx4HZg/ZYlvdiytT34\niVU4KSizXZLutJiAeQVsweLeZcnooLzt2Euub9xzwMf1mTb7Y9e8j3tvuLzN2DhE5ZWzPB92DX7v\nI3ngu315lefr3uhzrKDyssddP32kH5s3a8Zg/7+d2D1zRJt9+4P9kr5HTsGeA1sSnicq7n3Kxzsw\nmJ4zBX/vpuDfBny/F4D/54LTovZi7fVhG77HSk6z2YW9m/jAp/6VFlOwukbVJN21k4QB2t8jR2P3\ntXbXZStcO+L870cEm9OJB7FrfpD87HI3plHHxd0rVw0lvE/FguBnxWjgG8DxLf72OSwhQFZ8G4t7\ndBH1cbAOBn4OPAmckWH5efJVzNv/BWQ/ufAOLJvyu4HfZFzWicC/B9tnMy4LLDPzKuACD2W563Up\n2U1GOd6Lxeb6SyxpcZacAvxrsH0l47J88wPgMJLNOkflI1hMvzcAd2Vc1ouw+3PW92iAacBvsRVK\nf5VxWQC/wAb0z/VQ1ieBVwGvBB7IuKyXYzlUPgX8V8ZlteItwPuAm4E/z6H8JHwZe1b6eF6GyzsN\n2OihvC8EZZ0JPOGhvEuBs3Io72wsj0/WXAK8GDgXWOehvH8OyvJVnm8+jd2/fNwnwe99OVzen2EJ\nyLLm74KyXgvc46E8NzbxXZ6PsRDA3wJvBN4MrPBQXiP/BJyHvSOULT/Zhdhq9w9jY69jgUXUxPFt\nwOPA3dg7eRrcht0nX5nS+TrxLkxnuJhoHqRJGQ3cCtyOhRzxgW8b8P1eAP6fQ4dg4WJ+jt3TfNiG\n77HgscB/AP8J/KOH8sByOi4FnkN5nP3+gNX17Ij7vx3464Rl/guW+3IoVhB9JcY+7H50dbBFeY/a\nH7unnIfpsq3O+XtsYupM8rHLD3Vx/EexsdD3hgo1s4nsvDVHAz+mtej+IeAzGZXrcAbXh924HM4b\ncG/D91XCzdKsJvsXe3fzXkf2/083w7fRQ1mOnZ7KctfrPWTvseqSXvSRfdsOCj6f9FCWb3ZhDwcf\n7XIe2g96KG9R8OkGfVkyK/h8xkNZYB4jA57KcoOPBzyUtzT43OChrFY8Hnxuz6n8JDiPKh/Py3B5\n91L7v2XJtuBzDZb/pqrl3YefJdjOy/A+/LwIOK8kX+X5xrXPx30S/N6X8yjPjRXWVrw8H2MhqL0j\n+yqvEWcfT+dUfhJcDOH12CSJj4mSfZjzkq//lRNFH/ZUpgvZs8NTeeDfBny/F4D/55BbObAFf7bh\ne2w2Ifj0ee9ynvWr6M5jOQ8GiKdJzum8S1v6sImmdqtJoojumzFHtg3AkhjlX4w5ibXz2u8BTqW2\n6j4Pu+ymPDc+2eE7xvtYTHRvnL0ZwGaGv+65PkIIIYQQQgghhBBCCFEmkkQq6cdWInUbwmkL8CPg\nu8Aj2CROVCZhq+hfHuOYsTH2LRQ+hffpmJv+8obvN2MhO67xWJdWbMZmlnwssxFCCCGEEEIIIYQQ\nQohu6Db3Wj8Wpu36TjtiK4caw5R/GLiMWjjkhTHKnorpvyfEOCbM6C6Py41WiU2z4AjgJppF91uw\npfB5i+5gS6bmA6fnXA8hhBBCCCGEEEIIIYQYim5y820FXo3lpovCV4AbsRwdK4Pv7qC7HITjgGvp\nXnSH8oQN+l98eLyfgXVoOGbPAJYE8/9iXuY+GWj4DOMjAZcQQgghhBBCCCGEEGJ4MR2LzT4R02S3\nYnlRoiQibeRrWHLV/SPufyOWjLwvRhkXh36OExqmFZcCxyU4fhDLL5EWafbFkGQtvL8Xy7Y+IvTd\n3cDbMG/3PPhHLMN4NzNDQgghhBBCCCGEEEIIEYVJwLuBN9I6LMs+4OfUa6dRWIfl0LwCWNBmvxVY\nEtUrg7Ly4DjgHQnPsYrkzttR++ILCcv5X7IS3icC38SWLzj2YqL3P+Dfyz3Mr4JNCCGEEEIIIYQQ\nQgghsuBi4FPURwFppAc4D/Po3h7z/DcBhwPHA4uAKZh4vA14DLgLeDLmObPg7Smc45sJj4/TF89N\nWNb/koXwfhrwb8C80HdXAe8nXpZbIYQQQgghhBBCCCGEKBOTgMuJF56lF5jcRVmDmFf7ii6O9cUp\nCY/vo3vhvZu+mNplWU2kKbxPBj4D/AW1jLd3Au/DgucLIYQQQojhR2/wOQ4Y76E8N771Xd5Yz+X1\ntN1LCEPXiRBCiOHIyODTR27LRqYC19BdEtGxwChgT6o18sMoLJzM+VgS1NdQi3hycILz9gMXAs90\ncWySvoD44X+aSOsCfB1wGTAz+H0t8PfAd7CZFyGEEEIIMTw5Kfj0vfLxHs/l3eW5vHnA/Z7LFOXD\neZh9HluOvgqzjdV09wIrhBBCFIUe4CBgMXBkaFtMzWN5tOc6jcOcj7tNItoDHABsTK1G2dILLA1+\nng58NfS3udSSoe6gfYiXoejHNOfruzg2aV9ACtdPUuH9MODLwFnB72uxGO5XYP8cIYQQQgghhBD5\ncnKwhXkEE+BXNWyb/VZNCCGEaMt+wKHUC+tHYjHNJ+RYr1ZcSjKhdx+wJaW6ZMky4PXABcCBQ+zT\nG/r518CbYpaxNTjmp7FrZ6TRF99KcDwwtPA+CZjR5riRwLuwsDKjMMH9a1gs9wHMIETxcMufF2AJ\nF7JkWvA5G0v0kCVzg8/JHspyjPFU1tjg8zBgd8ZluWviILJv25zgc6qHsnzjZkR9tMvNGB8MPJ1x\nWe5hOp3s2+buH+M9lAX2TOv1VNbE4HMe2S8fnBV8ziQfO5sefI7Nqfwk+Hxehss7FPNwyRr3gnIo\n5gmSNXks8R0O+Hhe54GzAR/3SfB7X24sb4eH8ka1+dvcYHtRw/cbgQdC29rgM8pYIzw22Rarpt3h\ncywEtdi7c8nH/px9TMqp/CS4ccEs/NW9B7MBX+U5D9s5nsp07x0+x1q+bcD3ewH4fw7ND5Xrq42+\nx4IuzEine9do7P+xAFgYfC4Ivhs55FHtWUDt2Zs1R2KhVpLwAMXVVJ0+9X2ivbMcQk18/w7waqKH\nZbwdC13+KN3ZxTTS6Yv7uizfjU/GDhXz76+Af2pzgpGY8DiA3Yjk3V4OxmIvv89iMzdZMgq7ae4k\n++tjBPaw2EP24jTA/tj/z8d1vx82YNzbaccUGIHdFPvJ/vrowdrWj10jVWI89n/0sXx7DHY/3oHd\nj7NkP+wespvsB6C92P9xkOzbBdW1s96gPF/3xkbcc2Ab5Ysx7PN5ORzKm0D5roEy4GOMlQfu2bYd\nPyErq16eG5ekwT6szm4bCD7D9xGfY5M8yhuNPd98ldeIa+/D+JkYThM3LtiFnzEX2HvbIGZvPnDX\nh8/7s893U/A7lnWMxN97AdTa6MvO3bvPXsw+fOB7LOg0G9fGHqzdrba08fW8hdo9Ogk+3rfj4LQb\nt8Wh8foagf2P2vVzWjqz0y+SkKQv3LVwb7eF70/Ny1iUh6uxi35apx1T4GNBWa/wUNYpQVmf9VAW\nQVna0tmui/evLwV34G/g+yXs/7jcQ1nnB2W930NZx5D/tVml7bvx/v2p8f6g/N/kVH4SrsLq7uN5\nGS5vVqcdU+LKoLyDPJW3nvztoIrbmXE6oURcjrXvaE/lfSOn8o73VN49ZH8tbgZuAL4O/CH47lz8\nTLj5HAuBxcrfRy12vm+uCMq/LKfyk/AerO5v9FjmLuBuj+V9AmvjeZ7KO4D8n0VV3nxoGWDhUvZh\nHsG+8DUWnA6cCnwmKG8d/seFLhelD1YnrOtDmN5aJNYQvx19DK0b9GIrA87BYre/FrtnLifdCeW/\n7qLeafbFl4PzfLPbpb/PoGQ8QgghhBBCCDHcmQQ8L9gcV2Hvi61iyD+MP+9DIYQQ2dKDOeY2Jjc9\nklr4JUfVHXjnJTi2H7iQ4mmtccKsbMMc9n6Nic6tGMTGBqsT1qsTScILpdoXirkphBBCCCGyxIUU\newA/K4LmYB4qa/ETzmA25nX4IH6WBrvyfIVqEOUmz+Xq+wMnBVuYnbQW5B8kn/AtQgghOlOmBKe7\nsDHnBPyG5dtOd+FN+jHv7+vTrU7mDADXANcCl2BC9TW51qhGt+Pk1PtCwrsQQgghhMiSO7EEWadh\ny4uz5gdY8qYzsaWuWfM94ALgbGxyIWu+A7wBSzYlRCf+hIW1eUPw+2JqYslhWLxV34wFTgy2MLux\nJe2NgvwDaKJJCCF8MQbzcg6L60cG37VL2J0H27DnhPOgdj8/jInBp+I319U1mGgbh63Am4Cfpl+d\nzFgD/BsW/mwDNs6/JNcaNbO2i2My6QsJ70IIIYQQQghRbe4Dbm34bjT2sry4YTuC5MnhumE0cGyw\nhenH6t8oyN/ntXZCCFE9TsAcFcJe7IeQTZLTJDxBs7i+GniMoUOa5MHHsXjlUWOD34hNjPdlVaEU\neAqL1b8emzifiuXsuDrPSkXgt5gHfu59IeG9HMzFPFKmYYPgjZj32ON5VkqIiiE7E6LcyIaFyA/Z\nXznZjSVfvafh+5FYOIFGQX4R5gnpm/1CdQgziHk7ArwTWIAJMmuAHd5qV21k20KUn+nUe64vppYg\numhe1g/TLK6vBp7Os1IxuB9bAXkF9kwaihXAp6kluS0yy7EkvNcDvwdOzrc6kdlEQfpCwntxmQS8\nG8v6vrDF3/cBPw/2edBjvYTxAPa/z5pLsAfjK8k+RudbsUQYHwXuyLisJcDfA3dlXE4nZGfFZEvw\neQvwCQ/lfQOLl/waD2W9G3gR8C5sYJklZwLvBe7OuJw8kQ2Xg0XB5+VYzM2sWRJ8fpNafPksOSH4\n/DoW2zNrjg8+Z+AntM1QyP7KgbO/c7A+uZfO1+leTLxeA/w49P0IYD7NgvxiYFxqNY5OL3YdArw5\n2MDa+RDNHvL3UrykdUVEtl0eXAimVcAHPJX5duDlwAdpnrTLgslYiDVf7wUA/wc4AwuhURYaE5yG\nhfbGBKd5M4CNXxrF9SjPp6HowXL8hNvvxkvjgWcT1DcuN2HP3vOA07F+GaTmtf9L8h2/xeVBynuv\nL0RfSHgvJhcDn6I2kGxFD3bxLMNmoPqyr5YIsRX4hYdyPhJ8Xk32YsULgs+bsSzUWTIYfOY5cy07\nKy7uJeJJ/NjZDkww8FHWq4LPP5C9ID4j+CyLh0hcZMPlwfXRGZ7LPd1zeS/0XF4eQqdD9lcepgef\nnww2sL5oFKVXU/MeH4oBLGbqWuBnoe97sZfZxZgDx8nASmAeNrHtmx7MY/9Q7BoMs47Wbd+CANl2\n2XDemZvxM44FcyABE7R8JIKcFXz6ei+AmjNOEVfOhBOchsX1IzGBuUjswsT01Zjw/ZfAfwJvoXun\nwhFYKJxWEwxRQ4r4oB/zoL4y74qI/PtCwnuxmIR5g708xjEzgc9hScSEEJ2RnQlRbmTDQuSH7K8a\nzA+2cxq+X09rUbrTBO4gtorrYeBcTHh/G3AbMJtm7/ijMC/WPDg42F7c8P0Gmtu+CluqPhyQbQtR\nLFyC08YQMYdRvASnW6n3XA8nOB0I9lmOCe9PE010H421tVFgPyL4mxClQcJ7cZiKZUA+odOOLTgP\nuzH7WL4tjP3x47k3Mfg8jexDzcwLPk8g+zhjbtlXO2+aLJCdlQOX0G0afuxsLPY89FHW7ODzOdgL\na5a4WLi+7SxLZMNC5Ifsr/ocFGwvavj+cWoBFO/CAAAbg0lEQVRCSliUfor2Y8Z9wKPBdk3o+x5s\nVVarkDUzyIfZwXZmw/dPUt/mg4Lve/xVLXNk2+XFXYcT8beqbG7wuQQ/AuiU4NPXewHAgcHnWE/l\nuRVsJ2CriY5k+CQ4nYCFAmkU2Bdg3u1ClB4J78VgHHAtcFyXx4/CHkTrU6uR6MThZB+OJYyvZXUA\n/+KxrOM775IaadjZVOzlUWSLE4qfg18781nWNzyWdazHsrJEz8ryshaLuynSxee1LPsrL2toTkoa\nl1nB1hi+aRPNHuJRQh3swwScJ4DfNvxtGjXxJbzNJh9mBNsLG74/BgsbV3Zk2+XGOascjd9xLMDn\nPZfn+70AbOxyi4dyXDidVkmk8yCLBKfOoXAxcCk1gf3gBOeMShFDBlWNzVi42CfyrkgRkfBeDC6l\n+8EO1JIDCCGGJg07ezKluggh4qNnZXl5Ku8KVJSBzrukhuyvvGQ5dpkKPD/YGvkWljcoLMo/Qmev\nyI2YoN0oak+itSDvQ7SpMrJtIYYn+7AVE1cDK6gJ7WtIluB0NvVx553A7lYznRZsPsl6Nb+wifj5\ndH/tVJqhhPcjsWQpInvmAu9IeI4NwOsi7Oc8RS4AnklYZiecJ/NpZJ9U6fDgczHwpozLEukyEz99\ndjD+7GwyNujw0a4jgs+XULODrHDPhCVk37aDOu8iYnAI+dwblwSfM1Iofzr+bBhq16CP52W4vD/D\n4mRmjVsmfj5+ku/O67yL6IJX4Efwmopf+1sQfL4MODFhuVFYmFN55+FnRVLW44OhOCbYwuzCQhJs\nwFYQus+NmIAbhb3AncEGlqTvNOAn2LvtnGCbRrbhYJ6DJQv0zaHB52Ekf7bOwa9tu7HkKfgLoTEC\nm7TxNQ5ykxinUwuRkiW+QqEMV16InwTRWT4L9lK777p77mPYmPME4FfYWLAXWzlxdIRz9mL32Nkt\ntqJdk/3YPWp33hWpCNOCz9PJLzRcWXBazYyhBiOvAt7pqTLDnUXUXoC7ZQ2wLsJ+J2IvT9dhN+As\nORR7cbqT7L2EJ2EDuYeB+zIuC+AsD2UMF54C7vBQzpEkF3Oj2tlyLFadj6WQ7v5xM9mLdTOxQeF9\nmK1lyVjspUykwyPAvTmUOyrYHsPyYiRhLna9JyGqDYO9iEzDz/MyXN7vyD6fB9jk+HTMo9RHXN4x\naJVlFuwguliZhNlYMswkxLG/o4Iyb8KPsLkYEyB9l/dH/EzsjcOW+E/AwsCMpxZPuCgMYl5y27E+\ncD/voLOn4lBjoRFYO8PtnoCNMdIQ5FeTT3gVdz99gFp4im45DPNQTEIc2z4YEyLuxsYGPjgDu45u\n8lTeAuw9+A78rPYaQXMIKJEet2IhNLJmGt3lWAjTT+v76C5a30ejjAV7sXtm+D7qtqLFnw+3P7zt\nRB7vaeKeo5vwMwYtM6OxcGC+Q2SJFtyO3Qi63R4iuqBxdXDMtE47psDHgrJe4aGsU4KyPuuhLEjW\nX9rqt0/E+9d3zZqE9YxjZ3dgD34ffAmr33IPZZ0flPV+D2XNJP9rs0rbRfH+/YXk6/izYYCrguN8\nPC/D5SUVUaJyZVCeVpeIKHwGv/Z3eXBcFK+7NPhGTuX5zHPTyFjMM/d1wKeAH2JCcj/5P7PC2x5g\nJfB94OOYh+ZR2KSuI+5YaDTmiX8B8Engv4F7sEnWOHV7V8TyiswN+LXt9wTHvTGd6kdiFyb0++IT\nWBvP81TeKPK30ypvSSedo3JOjDo9juXG+DJwMTa5dCDxJxTDY8Hx2ErVNwL/APwYc9op2jNhH+bU\neR3wr8DfYE6Rc7povxDekPdR/jQuwYxDP3AhfrxlhCgrIzGPnm6RnQmRPy9KcKxsWIhkvDjBsbK/\nYrKT+nAtjlHYmKkxjvoR1JI4+mQkrUMfDGAe36uorRw+DGvPzg7n3I2J+StblLWQ5rYvol7orxJL\nExwr2xYiWx6mPrmp+zmJB/4UarHX3X31JorpiLGO+sSurv2b8qyUEN0g4T1/ul2i42JVXZ9iXUQ0\nLs+7AhXCR5iZ0XQ/Ay47y4edyM7SZE3eFUiBbkUP2bAQyRnT5XGyv/KxB/P+vqfh+/2wEBqNyU2P\npPvrIwkjsMmAI0LffRv4d+BB6hO6rsI8NzuFEdpLTeD5Yej7/bBcKa7Nb8LEeF+rG7NE76HlZxCN\nmbNki6dy3ATWDZgXd9IEp7Oo3aPDCU5nttg/T9F9AFhLs7ge5Z4tRGmQ8J4/A8Tvh63YoO+n6VdH\nROCteVdAeEF2lh/bkJ2JerYRPwyLbFiIdOhGeJD9VYt+TAhag4UncIzAkic3eokvxkIX+KYHmyBY\nALy04W/OezS8raZzjpx+4P5g+wkmXC0Kji87e9F7aNnpR2PmKuDyAfQBKyIe00vt/tsosE9MuX5J\n2Y09P8Li+mrsvqqkp6LySHjPn73YTTOqx8GNwBuwm7IQIjoD2AtiFGRnQhSLDcDhMfaXDQuRHo8A\nJ8XYX/Y3fBjAPMwfxHJVOHoxL8pWgnxegtC8YHtJw/cbaBbkVzE8whlsx1YsRF0ZKtsWwj/hMFhh\ngf0ILF9HkXiGZnF9FXbPGMivWkLki4T3/BnEPDAGMe+MoVgBfJpaEgwhRDzuAg5AdiZEGXHeMH3A\n/Db7yYaFSJ9dwec64OA2+8n+hGMQu17WAVeHvu/BkgA6AcmJ8UcBUz3X0TE72M5s+P5JWgvyVWIA\n2IitKtP4WIj8mYxNboUF9oUUT7d7ktbx1zege4QQTRTNgIcrO4Djseznp2NJggaBJ7Ab2C+xBEJC\niO7Zhnnsyc6EKC/PBZYjGxYiD87BEljK/kS37MOEmQ3Arxv+Np3WHvJxw4ylxYxge2HD924iah7V\niHG+Bwudo/GxEPkxP/g8J9iKQjjBadiLfTisCBIiNSS8F4d+zIvgyk47CiG6RnYmRLmRDQuRHwPI\n/kR2PAX8LtjCTKE5qeti8ksI6JLJFi2GchL0bBUiX7pNdJwG4QSnYXFdCU6FSAkJ70IIIYQQQggh\nisjTwA3BFuYAzFO7UZA/xGvthBCiHLgEp2FxXQlOhfCAhHdRZsZgIXrOD35fkmNdhKgq44ETgZcG\nvy/NsS5CiO7pAeZgNnxk8N10YH1uNRJieDETWIY9U8FCC9yRW23Kzzbg5mALMx5LOtgoyC8gXa/S\nvSmeS5Sf6di76AuC34+mPuGwEO3Yk+K5nqE5uelqlOBUiNyQ8C7KwgjMq+WkYFsGHEf9NTwhh3oJ\nUSX2w14UTgptR1H/ojo+h3oJIeIzAxPZl2LPzKU0x0rWOFCIbJhCs/01hkYZ7btSw4TtWDLQFQ3f\njwEOp1mQP4zu7oVrEtRRlJupmMjubHwJzYmnx/qulCg1j3ZxTDjBaVhoV4JTIQqGXrhEEenBXk7C\n4t9SJKwLkSY92HLssJ2diF4UhCgjk2gW+RpFACFENuxPvQi3DDg01xqJVuwC7gq2MCOBhTQL8ouA\nUW3ON5hBHUXxmIKNj8Mi+/w8KyQqSTuh3CU4bQwRowSnQpQECe+iCEzGBjJhAbDRK08IkYzpmBgQ\ntrOpudZICNENE6gXAZZhopEQInvGYSsu3QTXMiysSU+elRKJ2EtNyPph6Pv9MAeFRkH+SOSkUFUm\n0SyyaxJN+GAQuI9mcV0JToWoABLehW9cXPawAHh4rjUSonq4uOwuLNNJKNmYEGVkDM0i35FI5BPC\nB6OAY6i3v6Ow8Iei+vRjSQfvB34S+r4XmIe8TcvOATSL7JrEFnlxHzaJK4SoIBLeRdbMBd5CTWQ/\nFlvSKYRIj8MwccDZ2dGkm0BMCOGHo4GXURP5jkZjNSF8cRi18IZLsUmvdqFGxPBkEHgo70qIWPRi\nSU/DIrscv4QQQnhBL3MiLXqAOdSEv9cE338htxoJUT16sLiSzs5eFXz/7bwqJIToCpcw3HnSnhx8\nf01uNRJi+NCLiexuguu84Psf5VYjIURaTMBWVzuRfRS2Uux3eVZKCCHE8EXCu+gWl8gtHC/6QM91\neAS4GcvofRFwk+fyhciaaTTHZZ/muQ4PYna2G3gzcKPn8oUoO73AAuoTn56IhYTyyU7gduBW4JSg\nDk94roMQvnET1mH7W4KFmfDJHuAOzP6Oxrxv7/dcByGqxjjqRfYl5BOObQC4G7PvWcC52PNWCCGE\nkPAuIjEaW24bFv98xyDbgol/t4Q+Hwv+dgomvO/xXCch0mQcJoSFhXbfCZ02An/CbOxm7AViY/C3\n8zHhfa/nOglRJnqAg6kX+ZYCEz3XYy9wJ2bDt2LPzFVYzGKAK7H7zaDnegmRNXNotj/ficSdCHcL\nNfu7m9o49RuY8C77EyI6Y7H30bDIvhj/oRUHsOepe77eBtyFTW4DfAIT3vtbHSyEEGL4IeFdNNKL\niephkf04/MZl3415Cdwc2taiFxRRHfbDXhbCdnY0fhO27cBeFsJ29jCwz2MdhCg7B9Is8k33XIdB\n4B7qRb6V2LNUiCoznZrdORv0vfpyH3AvNfu7FfNs39nuICFEW8ZgecHCInseiY0HgdXUi+x3YmNo\nIYQQIhIS3kU4LrtLKOVz+e0+bEATFv9WEs973YXeODjdqgmRCj3APOrtbAnm4e4L530XtrOw92sn\neqiJifNSr50Q5WAqzSLfnBzqsYaawH4rNlEdRwQYSc0Df/90qyZEZkzCnp1h+8vjebSWevtbATwT\n4/gRwOTgZ9+e+EIUkdHAMdSL7HkkFneTaGGR/Q5ge4xz9FJ7L52dau2EEEKUFgnvwwvX3+/BvAZO\nwv+gYD314t9twLYYxx9Ac2x5J3wckl41heiaEZhQ/XfUrlHfHrAPUW9ntxPvxWEKzbHlZwR/m59a\nLYUoLu55eTG2OmUp+Txj+qj3ZF8BbI1x/AhsFVtYrDwe8yYES0InRNFw9vcm4CDsuj0sh3qsp97+\nbgOejnF8L7CQ5vwObuLdd84WIfLGeayfBjwfs4lj8LuyGkxkv496kf124NkY53D27SYElwInUJvQ\nzmNiXgghRAGR8F5dGuOyLwMWBX/7qMd63Alchb2w3AJsiHHsKGyZYVj8W4T/hDlCDMU4bJAdvkZd\nXPZPeqzHjcD/UIvL/lSMY8diQly4DQvTrqAQBcbZcVgcc3lMPu65LlcDN1AT+Ta2372OHloncZW4\nLorMGOrjNi/DJrsAPuC5Ln8AfkNNjHs8xrEuv4OzvWWYIOc7v4MQRWEk5ujlvNidMA3wNs912QP8\nkHqRPY7jVw82vg975eeRpFkIIUQJkfBeDXqBw6kXzo7Hr/fAHurjsi8F3o0lmLkywvHOayDchhMw\n8V2IIjCC5rjsx+A33uRO6uOynwtcCLwP+GOE40dgk1fhNhyLngVi+DCa+rixyzBhwHdytk3UJqRv\nBf4GOAN4K9HEvh7MEzgs8i3FwnEIUVScEBe+bo/B/zNoC/WJh18DXAC8CwvLFoUDabY/ebCL4YrL\nXRQW2Y/Dnrm+ceGgnMj+S+AB4PURj+/BVneG27IEPV+FEEJ0icSWcjKbeuFsGf7jst9LfSiLu6iP\nyz6/wzncC0u4DUkHNLsSHi+Ew3muNcZlH++xDoM0x2W/h/q47M9vc7wT5hpzOCT1flVCKVEWnBAQ\nFseOxf+S9m3Ui3y30pzI+O0dzjGTeoFvGbXwT0mIE4JKiDi4MEfha/Z4/Atx2zHxLWx/a6m3v3M6\nnMPldwi3JY1QjXFiwwtRFPbDnDjCwnQ4hJlPHqJeZF8BbI5xvBvvN4rsU1Kom+xbCCEEIOG9DEzE\nBgCtYpr74lGa47LHiTG7P81tmJtyHcFeqITohqnYi3R4MigNUSsOD2HXsLOzFcQTxSbTnP9gVsp1\nBHu5EaJouJVfjSLfWM/12InZbjgu9APYRFpUptCcRDKLZybEW2ovxFC4MEfues0rzNFuLBli2P7W\nYAnGo3IAzfaXVX6HOOEXhciDcJ6QcLgY389WsAnrRpF9U4zjnUNKOCb7ErJbqXJvRucVQghRMiS8\nFwu3BL4xprlPtlIv/sWNyz4SWza8LPj9/2GCgY+47HGEDTF8GUtzXPYFnuuwifrJrFuIF5d9DCYq\nHhv8/n3MY8cH+zrvIkSm9GBCWFjkW0ItoZkv9mB5TMKetKupX5XSif0xgdLlhrgJJTAWxaYHG9eF\nhek8whz1Ayupt7+7gb0xzuHyOxwV/P4zZH9i+OImsBtFdp+rPR2PUC+yx815ArYqZSmmd8zDwrj5\ndqoRQgghJLwXgP2wsCt/woQ0nzHN92CeQWEB8H6iC9g9tI7LHl5GnLUYuJdaG36ccVminLj73OGY\nd4zveLK7qI/LfjPm3R5VwO6ldVz2cLiMrO1sF/a/uxn4dcZlCdEKt+z7v7C4sWksA4/DACbqhUW+\nldSHWOvEWKzuYa/8xoTh81OoayeepNaGOEvyxfDFeYR+DbtmfYtX+4BV1IdsugtbYRKV0dQcQ4bK\n7zA/hbp24mlq9veIh/KEaMdoTFj/Hfkl436UZpH9yZjnmEX9RPxS6ld9TsBP27ZSa8dKD+UJIYQo\nAT68kEV7fHqPbscGVx8CfoO9tOyOcfxMmmPLT065jp1YQ72AeSfx2iCGHzOJlqwwDQYxIW408E5q\ncdmjeuD1YKGkGuOy+/Tk3YfVOWxncb0IhUibp/CXuHAf9rycAHwEuA571sTJb+BWf4W9go/Gv8PD\nZmqChhMs16OVKyIeD+HXE/wZ7Ll3CeaFfjvwbIzjw4kenf0di1/nFrB23EZ96Js+ZH+iOAzgN7n4\nNiyc04+Ab2H2EXeMPoN6gX0p6eRciMs2zCklPGnQmD9CCCGEkPBeALJ6OIfjsrsB//eBs4HpdF6u\nN4HmuOy+Qlk4HsdWArh23Aps8VwHUX6yFN77qBeobweuJ7rANonmuOwHZlHRNqyjvg0rUEIoUTyy\nFN4fpN6TfQXwXeBcoj0vR2BewGFP2uPIL4lkWOR7EIkAIjlZCu/rqLe/24DLgDdjk1d3dzi+FziM\nevvLIwb1TmwMELa/OKtIhciDLIX3J6jZtPt8DWbfFwLfiXCOaTTHZM8q50k7nqUmsrv2xM3fIoQQ\nYpiiUDPVYBvNcdkfjXH8SEwoDIt/i/HrAfEMNogJC4CPIsFAFIenaY7LHmcp7GhMjAvb2REp17ET\nW2hug6/VAEIUgUepF8ZuI15ytl4sJ0TYk/ZE/MfA3Y2JfGHBMm4SSSF88wTN9vdEjON7sAmAsP0t\nwTxofbKX5vwOq4iX30GIKvEU9aL0rViOsDjvceHE4u5zXrrVjMQOTGQPt+U+JLILIYToEgnv5SMc\n09xtcQcD84GzqIl/J2LJGn3Rj72whNsgwUAUiXBMc7fF9RxtjMt+PPVx2bPGCXPhNjyAJrPE8GEj\nJoo5YexW4LGY55gLnEp9EsmJKdYxCi6JZFiwjBPCSog8cGGOwtdtXIeKGcDLqbe/qelWsyODmL2F\n27EShTkUw5dNNIvscUOYjQfOoN6b/ZB0qxkJt1Il3Ba9kwohhEgVCe/F517qvdnjxjSfTk34WxJ8\nd0uaFYzA/dSLf3dgwqYQRSD8Ut1tTPPZ1OxsARZ6YnW61WyLSzwXbkPcxI9ClBmX0Cwsjj1CPCFg\nFjWB76TguxUp1jEK4SSSri13omemKDbPUhOu3HUbd7J6OjUB7vTgu2tTrGNU1lDfjtuJl99BiCrh\nJtDCwvQ64tn2RMzJawnw+uC7r6ZYx6jsorZSxbVpNVqpIoQQImMkvBeLx6iPaX4b8WKaj8cGNmEv\n2/npVrEjT2BtcALgrViIDiGKwsM0xzSPk7TtAJrjss9JuY6deITmNmzzXAch8mI7tVirThxbS7yV\nX1MxESAcF9q3HYNNTDeKfHHuR0L4ZhetwxzFsb+JNNtfHiEl+qifrFuBTeIJMRxxE9hhkb2PeCL7\n/liOhXBM9sNTrWU09lAT2V17VqGVYkIIIXJAwnv+7MViLD+XeHHZ9wOOol78Oxq/cdm3Ux+X/U/E\nX2ooRNa45aJ3A2cSL57sKOBY6u1sEX4TU2/FBAE3KXcL8cNlCFF2nsCSrD0fuIl4y8APwCalw3Gh\nD027ghFYR7PItzmHeggRlw2YI8crgZ8TT7waT02Ic/aXhxC3geb48p0SJwtRdXZgIvVJxF+lMgEL\noxiOyX4EfsfIYPeju6gX2e9Bqz6FEEIUBAnv+bMH81RtJ7q7ZFJh8W8JMDbryoUYwAY1YS/b1SgG\nnig+LkTDJtqL7r3AQurt7ARMfPfFHmpx2d2qkftRQich1mOTzffS/rkzjpoQ4IS+PIQAl0QyHF8+\nTjJmIYrEQ8DzMPtrJ7qPxiarw57si/HrFAL2vG+0vw2e6yBEGdiOhVpZ22G/8LPViexH4v/Z6nKe\nhL3y70Y5F4QQQhQYCe/FZBr2shIWAKd5rsMDNMdl3+m5DkJkySzqbWwZMMlzHVZTb2dK2CZEdEYB\nx1Av8h2F5VjwydPUBAAn9MVNIilE2RiJierhxKfH4jeJOJjzSqP9PYzsT4huGQscR33i0zwm0AYw\nz/VwTPa7UM4TIYQQJUPCezEYB7yXmgDoewn8U9THlr8V8xYSokpMAj5Izc7mei7/UepF9ttQLFkh\nouK86l6HedktxYQBnytSAJ6hOYnkQ0jkE9XG2d/LgHdh9ncCMMZzPXZQy+/gbPABtCpMiG7pwZ6j\nF1HzZj8a/xPYg9QSi7tn7J3I6UsIIUQF8L08TDQziN9+2EF9XPabiZ+dXogyMRPLo+CTbdRCxbiw\nMXFyOAgh6nkSmO65TJdEMhwX+j4k8onhx1r8O4WEkyO6sDH3YqEmhBDpMIB/T/Z92IrPRpF9u+d6\nCCGEEF6Qx3v+ZCm6D2ChKxrjsuulRYj02IuFYgrbmcQ5IdIl6wnqcHI2J7Tfg56XQkD2wtwAFqc5\nbH8rUXJEIcrOPmAN9THZ7wCezbNSQgghhE8kvFeLB6kX/27HPNyFEOmxhno7uxPFZReiTLgl7WFP\n9pUobqwQPnBCXNj+7kTjVSGqwP3Ux2S/HVsFKoQQQgxbJLznzz668+TbSL34d0vwnRCiniSe54/T\nnP9gSxqVEkLEIkk4tPuo96S9HS1pFyIOAwmOfZB6+1uBhDghikKSZ+ta6kX2FSh3kRBCCNGEhPf8\n2U3n5FQ7sQFNWGjvQ3HZhYhC1MRMz1Ifl/1mLC677EyI/FlDtBjvfdSLfEpiLERyVgILIuy3nvrE\np7cBmzKslxAiGVuBKRH2e4j6mOwrgM0Z1ksIIYSoDBLe86fRi2gQi3MZFv8UZ1aIdOnHlraH7WwN\nybz6hBDZ0cpD/THqw1XcBjzls1JCDBNa2d9TNNvfYz4rJYRIzN4W3z1MfUz2FWgCTQghhOgaCe/5\n04cJ6078W4GWwAuRNvdTL7LfgeI5C1EmNgG/ol7o25BrjYQYPmwBrqXe/h5BK8KEKDvrgZuoebNr\nAlsIIYRImf8PiXyVhAu09zEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 298,
       "width": 751
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "url = 'http://kern.ccarh.org/cgi-bin/ksdata?l=cc/bach/cello&file=bwv1007-01.krn&f=xml'\n",
    "sAlt = converter.parse(url)\n",
    "sAlt.measures(1, 5).show() # show first 5 measures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Usually, the file format can be guessed from the filename, but if the filename does not have a suffix *(Damn you, OS X!)* or the URL has the wrong suffix, you can give a `format=\"FORMAT\"` parameter to the file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#_DOCS_SHOW c = converter.parse('/Users/cuthbert/Desktop/myXML', format='musicxml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the things you'll notice over time is that once you parse a file into `music21` once, the next time you parse it it'll be between 2 and 5 times faster.  That's because we save an optimized version of the file the first time you create a file, and subsequent times you open it it will check to see if the original file has changed, and if it hasn't, it will read the optimized version instead.\n",
    "\n",
    "For most people, this will work 100% of the time.  But if you've done something sneaky (like changed the file without changing its modification time) or you've changed the format of the `music21` parser, or if something's not right, or if you just want to do things slower, you can put a `forceSource=True` keyword into the `parse` format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#_DOCS_SHOW c = converter.parse('/Users/cuthbert/Desktop/myXML.xml', forceSource=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By the way...if you've read any really old `music21` publications, you might see `parseWork` mentioned instead of `parse`.  It's the same thing, so anywhere you see `parseWork`, type `parse` instead."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## File types available to `music21`\n",
    "\n",
    "`Music21` can read and write a lot of different file formats.  Some of them are pretty obscure.  Some of them are world standards.  The `converter` module's capital-c-`Converter` object can give a list of some of them.  Each tool to work with one format is called a `subConverter`.  Here are the formats that `music21` can read:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[music21.converter.subConverters.ConverterABC,\n",
       " music21.converter.subConverters.ConverterCapella,\n",
       " music21.converter.subConverters.ConverterClercqTemperley,\n",
       " music21.converter.subConverters.ConverterHumdrum,\n",
       " music21.converter.subConverters.ConverterMEI,\n",
       " music21.converter.subConverters.ConverterMidi,\n",
       " music21.converter.subConverters.ConverterMuseData,\n",
       " music21.converter.subConverters.ConverterMusicXML,\n",
       " music21.converter.subConverters.ConverterNoteworthy,\n",
       " music21.converter.subConverters.ConverterNoteworthyBinary,\n",
       " music21.converter.subConverters.ConverterRomanText,\n",
       " music21.converter.subConverters.ConverterScala,\n",
       " music21.converter.subConverters.ConverterTinyNotation,\n",
       " music21.converter.subConverters.ConverterVolpiano]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "converter.Converter().subconvertersList('input')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the formats that it can write:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[music21.converter.subConverters.ConverterBraille,\n",
       " music21.converter.subConverters.ConverterLilypond,\n",
       " music21.converter.subConverters.ConverterMidi,\n",
       " music21.converter.subConverters.ConverterMusicXML,\n",
       " music21.converter.subConverters.ConverterScala,\n",
       " music21.converter.subConverters.ConverterText,\n",
       " music21.converter.subConverters.ConverterTextLine,\n",
       " music21.converter.subConverters.ConverterVexflow,\n",
       " music21.converter.subConverters.ConverterVolpiano]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "converter.Converter().subconvertersList('output')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To output a file, either call `.show(\"format\")` on the stream (where format can be `musicxml`, `braille`, `midi`, etc.) or to keep the file on disk, use `.write(\"format\", \"filename\")`. \n",
    "\n",
    "Some of the available formats will be listed below; the most important ones for now are the output formats (since music21 will figure out inputs automatically).  They are `braille`, `lilypond`, `midi`, `musicxml`, `scala`, `text`, and `vexflow`.\n",
    "\n",
    "Some formats have sub-formats, for instance both `musicxml` and `lilypond` have a `.png` subformat which converts directly to a `.png` file.  To use that, call `.show(\"musicxml.png\")`.  \n",
    "\n",
    "Some formats have abbreviations also, so `musicxml` is also `xml`, `lilypond` is `lily`, and (for ease of typing), `text` is `t`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting and working with MusicXML Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A whole bunch of MusicXML files can be found at the following URLs.\n",
    "\n",
    "* http://www.musescore.com/\n",
    "\n",
    "* http://www.gutenberg.org/\n",
    "\n",
    "MusicXML files sometimes have the extension `.xml` and sometimes `.mxl`.  Usually the latter are compressed music XML files; they load just the same.\n",
    "\n",
    "The format for musicxml, is, of course, `musicxml`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting and working with Humdrum Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Humdrum is a file format developed by David Huron at Ohio State University which is great at encoding works for computational analysis.  The Humdrum format includes many subformats (\"spine classes\") of which `music21` supports the general class, the `kern` format, and the `dynam` dynamics format.\n",
    "\n",
    "Parsing Humdrum files is exactly as parsing other data formats. Simply call the music21.converter.parse() function on the desired file path or URL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sBach = converter.parse('http://kern.ccarh.org/cgi-bin/ksdata?' + \n",
    "                        'l=users/craig/classical/bach/cello&file=bwv1007-01.krn&f=kern') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Over one hundred thousand Kern files can be found at the following URL.\n",
    "\n",
    "http://kern.humdrum.org/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting and working with ABC Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ABC is a text-based format that can encode lots of musical types, but is especially great for monophonic songs, such as folk songs. If you're in the folk song world, you'll love working with ABC.\n",
    "\n",
    "Parsing ABC files is exactly as parsing other data formats. Simply call the\n",
    ":func:`music21.converter.parse` function on the desired file path or URL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#_DOCS_SHOW o = converter.parse('/Users/cuthbert/Documents/Music21/praludium.abc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Large collections of ABC are available from numerous on-line repositories. The\n",
    "following links are just a few of the many resources available. \n",
    "\n",
    "http://abcnotation.com\n",
    "\n",
    "http://www.serpentpublications.org"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ABC Opus files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that many ABC files define more than one complete musical work. If an ABC\n",
    "file defines more than one work, an :class:`~music21.stream.Opus` object is\n",
    "returned. Opus objects, a Stream subclass, provide convenience methods for\n",
    "accessing multiple Score objects.\n",
    "\n",
    "You can get a whole bunch of pieces together just by parsing the file.  For instance, here's an Opus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Opus 0x10760e358>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o = corpus.parse('josquin/ovenusbant')\n",
    "o"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reference work numbers (e.g., the \"X:\" metadata tag in ABC) are stored in\n",
    ":class:`~music21.metadata.Metadata` objects in each contained Score. Access to\n",
    "these numbers from the Opus is available with the\n",
    ":meth:`music21.stream.Opus.getNumbers` method. Additionally, the\n",
    ":class:`~music21.stream.Score` object can be directly obtained with the\n",
    ":meth:`~music21.stream.Opus.getScoreByNumber` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1', '2', '3']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o = corpus.parse('josquin/ovenusbant')\n",
    "o.getNumbers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'O Venus bant'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = o.getScoreByNumber(2)\n",
    "s.metadata.title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Direct access to Score objects contained in an Opus by title is available with\n",
    "the :meth:`~music21.stream.Opus.getScoreByTitle` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score 0x1042ab080>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o = corpus.parse('essenFolksong/erk5')\n",
    "s = o.getScoreByTitle('Vrienden, kommt alle gaere')\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Vrienden, kommt alle gaere'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.metadata.title"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some ABC files, such as those in `corpus/essenFolksong` have hundreds or thousands of files.  The way we've been doing things before is to parse all of them and then select the one we want.  If you know the number of the file you want, however, you can pass to `converter.parse` or `corpus.parse` a `number=X` attribute to get just that one. It will return a `Score` object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.stream.Score 0x10a064128>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = corpus.parse('essenFolksong/erk5', number=2)\n",
    "s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ABC single-part Opus files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In some cases an ABC file may define individual parts each as a separate score, sort of like a Renaissance partbook.\n",
    "When parsed, these parts can be combined from the Opus into a single Score with\n",
    "the :meth:`music21.stream.Opus.mergeScores` method. \n",
    "\n",
    "For instance, here is Josquin's \"Mille Regretz\" (spelled with an s) stored as four individual parts each as its own score:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o = corpus.parse('josquin/milleRegrets')\n",
    "len(o.scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(o.scores[0].parts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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45w5Eb+rvJtP3Mu2vBJwFfD+1zg+B9xbsfw2ipvkTwNtzls8EPpssf1cybw/i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\n3ZEkSZIkSZIkqbP+D1xBWHuDYWvXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 286,
       "width": 753
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "o.scores[0].measures(1, 20).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, that's not too helpful.  We can run `mergeScores` to bring them into a single score with four parts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Mille regrets'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = o.mergeScores()\n",
    "s.metadata.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(s.parts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/R9QNvys5/lYdBNwGLCPOwyPAiTReImYr4LJUXM8D/wQ+SXFOeCxx/h9K9rmA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\ntgY+SYxkX08Eat8hAu4vAguA84HDgS0z6mOz+gvgZ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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 370,
       "width": 748
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s.measures(1, 10).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parsing Musedata Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Musedata is a format devised by Walter Hewlett (yes, of HP lineage) in the 1980s that is highly memory efficient. Probably not the best format for modern computers, but there's a huge collection of Musedata files out on the net of many standard repertory pieces.\n",
    "\n",
    "Both stage 1 (limited encoding) and stage 2 (rich encoding) Musedata file formats are supported by Music21.\n",
    "Multi-part Musedata (stage 2) files, zipped archives, and directories\n",
    "containing individual files for each part (stage 1 or stage 2) can be imported\n",
    "with the :func:`music21.converter.parse` function on the desired file path or\n",
    "URL.\n",
    "\n",
    "Note that access restrictions prevent demonstrating Musedata conversion. Downloading or using Musedata files requires sending a written access agreement to the owners."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parsing MIDI Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MIDI input and output is handled in the same was other formats. Simply call the\n",
    ":func:`music21.converter.parse` function on the desired file path or URL.\n",
    "\n",
    "Remember (or learn if you haven't yet), that MIDI has no information about enharmonic spelling (C# and Db are the same), and that detecting the lengths of notes can be difficult.  `Music21` does very well with MIDI files that were created in notation software or sequencing software, but has a harder time handling MIDI files created by recording live input.  For those files, we suggest converting the MIDI files in software such as Finale that has a more sophisticated MIDI to MusicXML conversion routine."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "sphinx_links": {
     "any": true
    }
   },
   "source": [
    "One of `music21`'s core strengths is the number of different file formats it handles. Some people who don't use `music21` for anything else use it as a format converter. We're happy about that, but think, hey, there's a lot more that you can do with it than that.  Let's move on in the next chapter to one of the tools that `music21` has for analysis that almost nothing else out there has: :ref:`Chapter 9: Chordify <usersGuide_09_chordify>` which reduces scores to chordal collections."
   ]
  }
 ],
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